Understanding Issues, Causes and Solutions in Open-Source LLM-based Multi-Agent Systems

Researchers have released a study outlining the common technical challenges, underlying causes, and proposed solutions for open-source multi-agent systems driven by large language models. The report aims to provide a structured framework for developers building applications that rely on multiple interacting AI agents, addressing functional bottlenecks and stability issues currently observed in these architectures.